{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/chenpeiwen/opt/anaconda3/envs/tf20/lib/python3.7/site-packages/ipykernel_launcher.py:22: DeprecationWarning: time.clock has been deprecated in Python 3.3 and will be removed from Python 3.8: use time.perf_counter or time.process_time instead\n",
      "/Users/chenpeiwen/opt/anaconda3/envs/tf20/lib/python3.7/site-packages/ipykernel_launcher.py:24: DeprecationWarning: time.clock has been deprecated in Python 3.3 and will be removed from Python 3.8: use time.perf_counter or time.process_time instead\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time= 0.15535799999999989\n",
      "time= 0.2700560000000001\n",
      "time= 0.27516099999999977\n",
      "time= 0.3062109999999998\n",
      "time= 0.5133229999999998\n",
      "time= 0.622779\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import numpy as np\n",
    "import pylab as pl\n",
    "import time\n",
    "from matplotlib import cm\n",
    "\n",
    "def iter_point(c):\n",
    "    z = c\n",
    "    for i in range(1, 100): # 最多迭代100次\n",
    "        if abs(z)>2: break # 半径大于2则认为逃逸\n",
    "        z = z*z+c\n",
    "    return i # 返回迭代次数\n",
    "    \n",
    "def draw_mandelbrot(cx, cy, d):\n",
    "    \"\"\"\n",
    "    绘制点(cx, cy)附近正负d的范围的Mandelbrot\n",
    "    \"\"\"\n",
    "    x0, x1, y0, y1 = cx-d, cx+d, cy-d, cy+d \n",
    "    y, x = np.ogrid[y0:y1:200j, x0:x1:200j]\n",
    "    c = x + y*1j\n",
    "    start = time.clock()\n",
    "    mandelbrot = np.frompyfunc(iter_point,1,1)(c).astype(np.float)\n",
    "    print (\"time=\",time.clock() - start)\n",
    "    pl.imshow(mandelbrot, cmap=cm.Blues_r, extent=[x0,x1,y0,y1])\n",
    "    pl.gca().set_axis_off()\n",
    "    \n",
    "x,y = 0.27322626, 0.595153338\n",
    "\n",
    "pl.subplot(231)\n",
    "draw_mandelbrot(-0.5,0,1.5)\n",
    "for i in range(2,7):    \n",
    "    pl.subplot(230+i)\n",
    "    draw_mandelbrot(x, y, 0.2**(i-1))\n",
    "pl.subplots_adjust(0.02, 0, 0.98, 1, 0.02, 0)\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
